Abstract
Reuse of treated wastewater (TWW) for agriculture is in practice in many countries. TWW reuse requires wastewater collection, treatment and recycling, which is associated with cost as well as risk to human and ecological systems. In contrast, it can increase agricultural production and reduce environmental risks by reducing wastewater discharge into the natural environment. In Saudi Arabia, where available water resources are extremely limited, TWW reuse can save significant amount of non-renewable groundwater used in agricultural development, which is a strategic goal for the country. In this paper, a multicriteria decision-making approach was developed where cost, risk, benefits and social acceptance of TWW reuse were considered to be the main criteria. A multistage hierarchy risk management model was constructed for this evaluation. Fuzzy synthetic evaluation technique was incorporated where fuzzy triangular membership functions were developed to capture uncertainties of the basic criteria. The analytic hierarchy process was used to determine the relative importance of various criteria at different hierarchy levels. This study indicated that TWW reuse could have positive impact on agriculture, risk reduction and groundwater conservation.
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Abderrahman, W. A. (2000). Water demand management and Islamic water management principles: A case study. Water Resources Development, 16(4), 465–473.
Alaa El-Din, M. N., Madany, I. M., AI-Tayaran, A., Al-Jubair, A. H., & Gomaa, A. (1994). Trends in water quality of some wells in Saudi Arabia, 1984–1989. Science of the Total Environment, 143, 173–181.
Al-Aama, M. S., & Nakhla, G. F. (1995). Wastewater reuse in Jubail, Saudi Arabia. Water Research, 29(6), 1579–1584.
Alhumoud, J. M., Behbehani, H. S., & Abdullah, T. H. (2003). Wastewater reuse practices in Kuwait. The Environmentalist, 23, 117–126.
Al-Jaloud, A. A. (2010). Reuse of wastewater for irrigation in Saudi Arabia and its effect on soil and plant. In 19th world congress of soil science, soil solutions for a changing world, August 1–6, Brisbane, Australia.
Al-Mogrin, S. (2003). Saudi Arabia country paper. In: Proceedings of expert consultation for launching the regional network on wastewater reuse in the near east. Food and Agriculture Organization of the United Nations. Regional Office for the Near East World Health Organization, Regional Office for the Eastern Mediterranean Cairo, pp. 94–116.
Assadian, N. W., Esparza, L. C., Fenn, L. B., Ali, A. S., Miyamoto, S., Figueroa, U. V., et al. (1998). Spatial variability of heavy metals in irrigated alfalfa fields in the upper Rio Grande River basin. Agricultural Water Management, 36(2), 141–156.
Ayres, R. M., & Mar, D. D. (1996). Analysis of wastewater for use in agriculture: A laboratory manual of parasitological and bacteriological techniques. World Health Organization (WHO). Switzerland: Geneva.
Bonissone, P. P. (1997). Soft computing: The convergence of emerging reasoning technologies. Soft Computing, 1, 6–18.
Chang, A. C., Pan, G., Page, A. L., & Asano, T. (2002). Developing human health-related chemical guidelines for reclaimed waster and sewage sludge applications in agriculture. Prepared for World Health Organization.
Chen, S. J., & Hwang, C. L. (1992). Fuzzy multiple attribute decision making-methods and applications. Berlin, Germany: Springer.
Chen, Y., Shahbaz Khan, S., & Padar, Z. (2008). Irrigation intensification or extensification assessment: A GIS-based spatial fuzzy multi-criteria evaluation. In Proceedings of the 8th international symposium on spatial accuracy assessment in natural resources and environmental sciences, Shanghai, P. R. China, June 25–27, 2008, pp. 309–318.
Cheng, S. J., & Lin, Y. (2002). Evaluating the best main battle tank using fuzzy decision theory with linguistic criteria evaluation. European Journal of Operation Research, 142, 174–186.
Chowdhury, S. (2012). Decision making with uncertainty: an example of water treatment approach selection. Water Quality Research Journal of Canada (WQRC), 47(2), 153–165.
Chowdhury, S., & Al-Zahrani, M. (2013a). Implications of climate change on water resources in Saudi Arabia. Arabian Journal of Science and Engineering, 38, 1959–1971.
Chowdhury, S., & Al-Zahrani, M. (2013b). Characterizing water resources and the trends of sector wise water consumptions in Saudi Arabia. Journal of King Saud University—Engineering Sciences. doi:10.1016/j.jksues.2013.02.002.
Chowdhury, S., Champagne, P., & Husain, T. (2007). Fuzzy risk-based decision-making approach for selection of drinking water disinfectants. Journal of Water Supply: Research and Technology, 56(2), 75–93.
Chowdhury, S., Champagne, P., & McLellan, P. J. (2009). Uncertainty characterization approaches for risk assessment of DBPs in drinking water: A review. Journal of Environmental Management, 90(5), 1680–1691.
Chowdhury, S., Husain, T., Veitch, B., Bose, N., & Sadiq, R. (2004). Human health risk assessment of naturally occurring radioactive materials in produced water—A case study. Journal of Human and Ecological Risk Assessment, 10(6), 1155–1171.
Connor, J., Nevin, J., Malander, M., Stanley, C., & Devaull, G. (1995). RBCA (risk-based corrective action): Tier 2 guidance manual. Houston, TX: Ground water Services, Inc.
Constantina, S., & Yanko, W. A. (1994). Evaluation of composted sewage sludge based soil amendments for potential risks of salmonellosis. Journal Environment Health, 56(7), 19–38.
Crook, J., & Surampalli, R. Y. (1996). Water reclamation and reuse criteria in the U.S. Water Science Technology, 33(10–11), 451–462.
Elhadj, E. (2004). Household water and sanitation services in Saudi Arabia: an analysis of economic, political and ecological issues. SOAS Water Research Group, Occasional paper 56.
FAO (Food and Agriculture Organization). (1998). Proceedings of the second expert consultation on national water policy reform in the Near East, Cairo, Egypt, November 24–25, 1997.
FAO (Food and Agriculture Organization). (2009). Irrigation in the Middle East region in figures. Food and Agriculture Organization of the United Nations. FAO water reports 34, Rome.
FAO (Food and Agriculture Organization). (2012). http://faostat.fao.org/site/339/default.aspx.
Feachem, R. G., Bradleg, D. J., Garslick, H., & Mara, D. D. (1983). Sanitation and diseases-health aspects of excreta and wastewater management. Chichester, UK: Wiley.
Fernández, C. A., Arumí, J. L., Rivera. D., & Boochs, P. W. (2009). Environmental effects of irrigation in arid and semi-arid regions. Chilean Journal of Agricultural Research, 69(Suppl. 1), 27–40.
Ferson, S. (1996). What Monte Carlo methods cannot do? Human and Ecological Risk Assessment, 2, 990–1007.
Friis, L., Engstrad, L., & Edling, C. (1996). Prevalence of Helicobacter pylori infection among wastewater workers. Scandinavian Journal of Work Environmental Health, 22, 364–371.
Guyonnet, D., Come, B., Perrochet, P., & Parriaux, A. (1999). Comparing two methods for addressing uncertainty in risk assessments. Journal of Environmental Engineering, 125(7), 660–667.
Hass, C. N., & Rose, J. B. (1995). Developing an action level for Cryptosporidium. Journal American Water Works Association, 87(9), 81–98.
Hussain, I., Raschid, L., Hanjra, M. A., Marikar, F., & van der Hoek, W. (2002). Wastewater use in agriculture: Review of impacts and methodological issues in valuing impacts. (With an extended list of bibliographical references). Working paper 37. International Water Management Institute, Colombo, Sri Lanka.
Kajenthira, D. A., Anadon, L. D., & Siddiqqi, A. (2011). A new case for wastewater reuse in Saudi Arabia: Bringing energy into water equation. The Dubai Initiative—Policy Brief, Belfer Center for Science and International Affairs.
Khadam, I. M., & Kaluarachchi, J. J. (2003). Multi-criteria decision analysis with probabilistic risk assessment for the management of contaminated ground water. Environmental Impact and Assessment Review, 23, 683–721.
Klir, G. J., & Yuan, B. (1995). Fuzzy sets and fuzzy logic-theory and applications. Englewood Cliffs, NJ, USA: Prentice-Hall.
Kruse, E. A., & Barrett, G. W. (1985). Effects of municipal sludge and fertilizer on heavy metal accumulation in earthworms. Environmental Pollution (Series A), 38, 235–244.
Lee, W. L. (1992). Risk assessment and risk management for nitrate-contaminated groundwater supplies. PhD thesis, University of Nebraska.
Lee, H. M. (1996). Applying fuzzy set theory to evaluate the rate of aggregative risk in software development. Fuzzy Sets and Systems, 79, 323–336.
Lee, T., Oliver, J. L., Teniere-Buchot, P. F., Travers, L., & Valiron, F. (2001). Economics and financial aspects of water resources. In C. Maksimovic & J. A. Tejada-Guibert (Eds.), Frontiers in urban water management: Deadlock or Hope (pp. 313–343). London: IWA.
Lu, R. S., Lo, S. L., & Hu, J. Y. (1999). Analysis of reservoir water quality using fuzzy synthetic evaluation. Stochastic Environmental Research and Risk Assessment, 13, 327–336.
MAW (Ministry of Agriculture and Water). (1984). Water Atlas of Saudi Arabia. Riyadh: MAW.
MOEP (The Ministry of Economy and Planning). (2010). The ninth development plan (2010–2014). The Kingdom of Saudi Arabia: MOEP.
Pescod, M. B. (1992). Wastewater treatment and use in agriculture. FAO irrigation and drainage paper no. 47, Rome, Italy.
Qadir, M., Bahri, A., Sato, T., & Al-Karadsheh, E. (2010). Wastewater production, treatment, and irrigation in Middle East and North Africa. Irrigation and Drainage Systems, 24, 37–51.
Saaty, T. L. (1988). Multi-criteria decision-making: The analytic hierarchy process. Pittsburgh, PA: University of Pittsburgh.
Sadiq, R., & Rodríguez, M. J. (2004). Fuzzy synthetic evaluation of disinfection by-products—A risk-based indexing system. Journal of Environmental Management, 73(1), 1–13.
Saudi Council of Ministers. (2000). Treated wastewater and reuse: Bylaw no. 42, 2000. The Council of Ministers, Saudi Arabia.
Ursula, J. B., & Peasey, A. (2002). Critical review of epidemiological evidence of the health effects of wastewater and excreta use in agriculture. London School of Hygiene and Tropical Medicine.
USEPA. (1998). Human health risk assessment protocol. EPA-530-D-98-001A. USEPA Office of Solid Waste, USA.
USEPA. (2004). Guidelines for Water Reuse. US Environmental Protection Agency. EPA625/R-04/108.
Vigneswaran, S., & Sundaravadivel, M. (2004). Recycle and reuse of domestic wastewater. In: S. Vigneswaran (Eds), Wastewater Recycle, Reuse, and Reclamation. Encyclopedia of Life Support Systems (EOLSS). Developed under the Auspices of the UNESCO. Oxford, UK: Eolss Publishers. (http://www.eolss.net).
Water Atlas. (1995). Water Atlas. Riyadh, Saudi Arabia: Ministry of Water.
WHO (World Health Organization). (2006). A compendium of standards for wastewater reuse in the Eastern Mediterranean Region. World Health Organization Regional Office for the Eastern Mediterranean, Regional Centre for Environmental Health Activities, CEHA.
Yager, R. R., & Filev, D. P. (1994). Essentials of fuzzy modeling and control. New York: Wiley.
Zadeh, L. A. (1965). Fuzzy sets. Information and Control, 8(3), 338–353.
Zahid, W. A. (2007). Cost analysis of trickling-filtration and activated sludge plants for the treatment of municipal wastewater. In The proceedings of the 7th Saudi engineering conference, College of Engineering, King Saud University, Riyadh, December 2–5.
Acknowledgments
The authors would like to acknowledge the support provided by the Deanship of Scientific Research (DSR) at King Fahd University of Petroleum and Minerals (KFUPM) for funding this work through project No. RG 1110-1 and RG 1110-2.
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Chowdhury, S., Al-Zahrani, M. Fuzzy synthetic evaluation of treated wastewater reuse for agriculture. Environ Dev Sustain 16, 521–538 (2014). https://doi.org/10.1007/s10668-013-9491-8
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DOI: https://doi.org/10.1007/s10668-013-9491-8